The film lacks LGBTQ+ characters and does not explore non-heteronormative identities. The story focuses exclusively on socioeconomic and academic pressures.

Taapsee Pannu’s character provides significant agency and leadership, driving the student collective. The narrative avoids submissive tropes, presenting gender as secondary to the shared struggle.

The film offers an authentic depiction of the Indian middle class. It avoids a Western gaze by centering its conflict within local institutional and class dynamics.

The story critiques the commodification of education within a capitalist structure. It portrays traditional institutions as exploitative, framing academic dishonesty as a response to systemic corruption.

There are no significant depictions of physical or neurodivergent disabilities. Characters with disabilities are not utilized as narrative devices.